{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Unsupervised method for First break picking"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First-break picking is the task of determining, given a set of raw seismic traces, the onsets of the first signal arrivals as accurately as possible. The accurate determination of the first arrivals onset first-break times is needed for calculating the static corrections, a fundamental stage of seismic data processing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* [Dataset](#Dataset)\n",
    "* [Model](#Model)\n",
    "* [Energy function](#Energy-function)\n",
    "* [Inference](#Inference)\n",
    "* [Model evaluation](#Model-evaluation)\n",
    "* [Criticism](#Criticism)\n",
    "* [Conclusion](#Conclusion)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We exploit raw traces from Vor dataset for unsupervised model validation. All datasets descriptions are avaliable [here](https://github.com/analysiscenter/SeismicPro/blob/master/datasets/first_break_picking.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| Filename | About this file | Size | N ffid | Length |\n",
    "| :------ | ----: | ----: | ----: | ----: |\n",
    "| 3_FBP_input_ffid_raw-500_off-800.sgy | Raw field seismogram | 120 Mb | 50 | 2.9 s |\n",
    "| 3_FBP_input_ffid_raw-500_off-800.sgy_picking.csv | First break time | 10 Mb | 50 | - |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sys.path.append('../../..')\n",
    "\n",
    "from seismicpro.batchflow import B\n",
    "from seismicpro.src import FieldIndex, TraceIndex, seismic_plot, SeismicDataset\n",
    "from seismicpro.models import PickingMetrics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Index field records with FB time as a separate column:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>TraceNumber</th>\n",
       "      <th>FIRST_BREAK_TIME</th>\n",
       "      <th>TRACE_SEQUENCE_FILE</th>\n",
       "      <th>file_id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>raw</th>\n",
       "      <th>raw</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FieldRecord</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>155800</th>\n",
       "      <td>1140</td>\n",
       "      <td>256.215240</td>\n",
       "      <td>1</td>\n",
       "      <td>/data/FB/dataset_6/3_FBP_input_ffid_raw-500_of...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155800</th>\n",
       "      <td>1141</td>\n",
       "      <td>260.276031</td>\n",
       "      <td>2</td>\n",
       "      <td>/data/FB/dataset_6/3_FBP_input_ffid_raw-500_of...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155800</th>\n",
       "      <td>1139</td>\n",
       "      <td>256.082855</td>\n",
       "      <td>3</td>\n",
       "      <td>/data/FB/dataset_6/3_FBP_input_ffid_raw-500_of...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155800</th>\n",
       "      <td>1142</td>\n",
       "      <td>265.236664</td>\n",
       "      <td>4</td>\n",
       "      <td>/data/FB/dataset_6/3_FBP_input_ffid_raw-500_of...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155800</th>\n",
       "      <td>1021</td>\n",
       "      <td>273.897308</td>\n",
       "      <td>5</td>\n",
       "      <td>/data/FB/dataset_6/3_FBP_input_ffid_raw-500_of...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            TraceNumber FIRST_BREAK_TIME TRACE_SEQUENCE_FILE  \\\n",
       "                                                         raw   \n",
       "FieldRecord                                                    \n",
       "155800             1140       256.215240                   1   \n",
       "155800             1141       260.276031                   2   \n",
       "155800             1139       256.082855                   3   \n",
       "155800             1142       265.236664                   4   \n",
       "155800             1021       273.897308                   5   \n",
       "\n",
       "                                                       file_id  \n",
       "                                                           raw  \n",
       "FieldRecord                                                     \n",
       "155800       /data/FB/dataset_6/3_FBP_input_ffid_raw-500_of...  \n",
       "155800       /data/FB/dataset_6/3_FBP_input_ffid_raw-500_of...  \n",
       "155800       /data/FB/dataset_6/3_FBP_input_ffid_raw-500_of...  \n",
       "155800       /data/FB/dataset_6/3_FBP_input_ffid_raw-500_of...  \n",
       "155800       /data/FB/dataset_6/3_FBP_input_ffid_raw-500_of...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "markup_path = '/data/FB/dataset_6/3_FBP_manual_flatiron_picking.csv'\n",
    "path_raw = '/data/FB/dataset_6/3_FBP_input_ffid_raw-500_off-800.sgy'\n",
    "\n",
    "index = (FieldIndex(name='raw', path=path_raw, markup_path=markup_path))\n",
    "\n",
    "index.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since its unsupervised model we do not need some data for training.   \n",
    "We validate the model on the whole dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = SeismicDataset(TraceIndex(index))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The basic idea of this strategy is very simple and follows [Coppen's method](https://www.researchgate.net/publication/249866374_Automatic_first-breaks_picking_New_strategies_and_algorithms). The aim of the method is to distinguish the signal from the incoherent or coherent background noise in terms of their energy difference."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Every trace goes through same preprocessing actions:   \n",
    "* Loading.\n",
    "* Standartization.\n",
    "* Clipping values.\n",
    "* Calculating energy function and its derivative.\n",
    "* Calculating FB time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "cv = 3\n",
    "pipeline = (data.p\n",
    "                .load(components='raw', fmt='segy')\n",
    "                .load(components='markup', fmt='picks')\n",
    "                .standardize(src='raw', dst='raw')\n",
    "                .init_variable('raw', init_on_each_run=list())\n",
    "                .update_variable('raw', B('raw'), mode='a')\n",
    "                .clip(a_min=-cv, a_max=cv, src='raw', dst='raw')\n",
    "                .init_variable('true', init_on_each_run=list())\n",
    "                .update_variable('true', B('markup'), mode='a')\n",
    "                .mcm(src='raw', dst='energy', eps=1, length_win=60)\n",
    "                .energy_to_picking(src='energy', dst='predictions')\n",
    "                .init_variable('predictions', init_on_each_run=list())\n",
    "                .update_variable('predictions', B('predictions'), mode='a'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the pipeline for 1000 traces."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch = pipeline.next_batch(batch_size=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Energy function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this purpose, we calculate the energy of the seismic trace  within two nested windows."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$E_{1}(t) = \\sum_{i = t - n_{l} + 1}^{t} {s_{i}}^2 ,$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$ E_{2}(t) = \\sum_{i = 1}^{t} {s_{i}}^2, $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "where  $ {n_l} $ is the length of the first leading window, a parameter thatis fixed and selected a priori.   \n",
    "Then we calculate the energy ratio."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$ ER(t) = {{E_{1}(t)} \\over {{E_{2}(t) + \\beta}}}, $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "where $\\beta$ is a stabilization constant that helps reduce the rapid fluctuations of $ER(t)$.   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a look at raw seismic trace and corresponding energy function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 450\n",
    "batch.seismic_plot(['raw', 'energy'], index=n, figsize=(12,4))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we assign the first-break onset to the sample in which the derivative of the energy function is largest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4))\n",
    "plt.title('derivative of the energy function')\n",
    "ax1 = plt.plot(np.gradient(batch.energy[n]))\n",
    "ax2 = plt.axvline(np.argmax(np.gradient(batch.energy[n])), linewidth=2, c='r', linestyle='--', alpha=0.4)\n",
    "plt.legend([ax2], ['Max energy function derivative'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Coppen's method requires to set two parameters: the leading window length $n_{l}$ and the stabilization constant $\\beta$ . Because the leading window is supposed to capture the first-arrival energy, we set its length equal to one and half period of the first-arrival waveform. The selection of $\\beta$ provides a means to control the attribute sensitivity to energy changes avoiding false picks. Based on some experimental tuning we decided to fix it at 1. Recall that the amplitudes are previously normalized to zero mean and unit variance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inference"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run the inference pipeline on the whole dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 7/7 [00:03<00:00,  2.18it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seismicpro.batchflow.batchflow.pipeline.Pipeline at 0x7f5c058c8d30>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipeline.run(batch_size=1000, n_epochs=1, bar=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Arrange results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "true = np.round(np.concatenate(pipeline.get_variable('true')).flatten()) / 2\n",
    "pred = np.concatenate(pipeline.get_variable('predictions')) \n",
    "raw = np.concatenate(pipeline.get_variable('raw'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate metrics."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even though picking is a regression task, we can consider its classification interpretation as well.   \n",
    "If ground truth and model predictions differs on 3 samples or more in absolute terms, then we consider such trace as not properly classified.   \n",
    "The ***gap*** parameter stands for it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "metrics = PickingMetrics(true, pred, gap=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visual estimation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a look at the whole seismigram and model predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cv = 1\n",
    "ind = range(85)\n",
    "pts=(range(len(pred[ind])), pred[ind])\n",
    "seismic_plot(np.concatenate(raw[ind]), cmap='gray', vmin=-cv, vmax=cv, pts=pts, s=20,\n",
    "             scatter_color='b', figsize=(15,5), names=['Predictions'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a closer look. Ten first traces of the field."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cv = 1\n",
    "std = 0.3\n",
    "xlim = (0, 20)\n",
    "ylim = (50, 250)\n",
    "\n",
    "pts=(range(len(pred)), pred)\n",
    "seismic_plot(np.concatenate(raw), cmap='gray', vmin=-cv, vmax=cv, pts=pts, s=30,\n",
    "             scatter_color='b', figsize=(15,5), names=['Predictions'],\n",
    "             xlim=xlim, ylim=ylim, wiggle=True, std=std)\n",
    "\n",
    "pts=(range(len(true)), true)\n",
    "seismic_plot(np.concatenate(raw), cmap='gray', vmin=-cv, vmax=cv, pts=pts, s=30,\n",
    "             scatter_color='r', figsize=(15,5), names=['Targets'],\n",
    "             xlim=xlim, ylim=ylim, wiggle=True, std=std)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model finds kind of first minimum instead of maximum."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Mean absolute error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE on validation: 12.831\n"
     ]
    }
   ],
   "source": [
    "print('MAE on validation: {0:.3f}'.format(metrics.evaluate('mae')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy on  validation: 12.76%\n"
     ]
    }
   ],
   "source": [
    "print('Accuracy on  validation: {0:.2f}%'.format(metrics.evaluate('accuracy')))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Criticism"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Despite being old, Coppens’s method  is very robust when the S/N is high. If the first break is impulsive such as in dynamite or marine data, the performance of the CM is decent. However, if the first arrival is not very abrupt such as in vibroseis data, usually ER attains its maximum at a earlier time, limiting the capabilities of the CM to detect the exact location of the first break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We presented unsupervised Coppen's method for First break picking task, which can be simply implemented.   \n",
    "The model has two parameters $n_{l}$ - leading window length  and $\\beta$ - stabilization constant which must be manually adjusted in oder to get decent results.   \n",
    "Due to inconsistency among seismic traces on the same field the model prone to miss first arrival time on the traces with low signal rate."
   ]
  }
 ],
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